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Mohd Salleh, Siti Khadijah, Azirah Asmai, Siti, Abal Abas, Zuraida, Shibghatullah, Abdul Samad and O'Donoghue, Diarmuid (2019) AncDE with gaussian distribution for numerical optimization problem. International Journal of Advances in Intelligent Informatics, 5 (1). pp. 48-57. ISSN 2442-6571
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Abstract
This work is introducing an enhanced Differential Evolution (DE) called
AncDE. This proposed algorithm is using an additional population from
the current generation and located it as ancestor. There are two parameter
controllers to manage the selection of ancestor vector; aup for selection
frequency and arp for age of selection. In this work we were applying
Gaussian distribution on aup and we tested it on CEC 2015 Numerical
Optimization Problem. Standard Differential Evolution will act as the
benchmark. The result shows that AncDE with Gaussian approach has
produced better result than standard DE.
| Item Type: | Article |
|---|---|
| Additional Information: | This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License https://creativecommons.org/licenses/by-sa/4.0/ Cite as: MOHD SALLEH, Siti Khadijah et al. AncDE with gaussian distribution for numerical optimization problem. International Journal of Advances in Intelligent Informatics, [S.l.], v. 5, n. 1, p. 48-57, feb. 2019. ISSN 2548-3161. Available at: <http://ijain.org/index.php/IJAIN/article/view/258>. Date accessed: 04 nov. 2020. doi:https://doi.org/10.26555/ijain.v5i1.258. |
| Keywords: | differential evolution; mutation; ancestor vector; parameter controller; Gaussian distribution; |
| Academic Unit: | Faculty of Science and Engineering > Computer Science |
| Item ID: | 13486 |
| Identification Number: | 10.26555/ijain.v5i1.258 |
| Depositing User: | Dr. Diarmuid O'Donoghue |
| Date Deposited: | 04 Nov 2020 16:23 |
| Journal or Publication Title: | International Journal of Advances in Intelligent Informatics |
| Refereed: | Yes |
| Related URLs: | |
| URI: | https://mural.maynoothuniversity.ie/id/eprint/13486 |
| Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
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